library(plotly)
## Loading required package: ggplot2
## 
## Attaching package: 'plotly'
## The following object is masked from 'package:ggplot2':
## 
##     last_plot
## The following object is masked from 'package:stats':
## 
##     filter
## The following object is masked from 'package:graphics':
## 
##     layout
inner_data = read.csv('../Data/final_data_quarter_inner_join.csv')
dim(inner_data)
## [1] 140  24
head(inner_data)
##   X Quarter   Country LOCATION INDICATOR SUBJECT MEASURE FREQUENCY    TIME
## 1 1 Q1.2020 Australia      AUS       HUR     TOT   PC_LF         M 2020-04
## 2 2 Q1.2020   Austria      AUT       HUR     TOT   PC_LF         M 2020-04
## 3 3 Q1.2020   Belgium      BEL       HUR     TOT   PC_LF         M 2020-04
## 4 4 Q1.2020    Canada      CAN       HUR     TOT   PC_LF         M 2020-04
## 5 5 Q1.2020     Chile      CHL       HUR     TOT   PC_LF         M 2020-04
## 6 6 Q1.2020  Colombia      COL       HUR     TOT   PC_LF         M 2020-04
##       Value Flag.Codes Date_reported Country_code WHO_region New_cases
## 1  6.353878         NA      4/3/2020           AU       WPRO       374
## 2  4.900000         NA      4/3/2020           AT       EURO       418
## 3  4.900000         NA      4/3/2020           BE       EURO      1478
## 4 13.100000         NA      4/3/2020           CA       AMRO      1109
## 5 10.885740         NA      4/3/2020           CL       AMRO       373
## 6 20.132490         NA      4/3/2020           CO       AMRO       159
##   Cumulative_cases New_deaths Cumulative_deaths Population New_cases_pc
## 1             5350          5                26  24.992860  1.49643e-05
## 2            11129         12               158   8.837707  4.72973e-05
## 3            20065        219              1828  11.403740  1.29607e-04
## 4            10114         22               127  37.058856  2.99254e-05
## 5             3404          2                18  18.751405  1.98918e-05
## 6             1065          1                17  49.834240  3.19058e-06
##   Cumulative_cases_pc New_deaths_pc Cumulative_deaths_pc       GDP
## 1        0.0002140610   2.00057e-07          1.04030e-06 1,233,976
## 2        0.0012592630   1.35782e-06          1.78779e-05   454,026
## 3        0.0017595100   1.92042e-05          1.60298e-04   540,442
## 4        0.0002729170   5.93650e-07          3.42698e-06 1,708,880
## 5        0.0001815330   1.06659e-07          9.59928e-07   442,744
## 6        0.0000213708   2.00665e-08          3.41131e-07   677,975
summary(inner_data)
##        X            Quarter            Country            LOCATION        
##  Min.   :  1.00   Length:140         Length:140         Length:140        
##  1st Qu.: 35.75   Class :character   Class :character   Class :character  
##  Median : 70.50   Mode  :character   Mode  :character   Mode  :character  
##  Mean   : 70.50                                                           
##  3rd Qu.:105.25                                                           
##  Max.   :140.00                                                           
##   INDICATOR           SUBJECT            MEASURE           FREQUENCY        
##  Length:140         Length:140         Length:140         Length:140        
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##      TIME               Value        Flag.Codes     Date_reported     
##  Length:140         Min.   : 2.000   Mode:logical   Length:140        
##  Class :character   1st Qu.: 4.447   NA's:140       Class :character  
##  Mode  :character   Median : 6.000                  Mode  :character  
##                     Mean   : 7.090                                    
##                     3rd Qu.: 8.300                                    
##                     Max.   :20.132                                    
##  Country_code        WHO_region          New_cases       Cumulative_cases 
##  Length:140         Length:140         Min.   :    0.0   Min.   :      0  
##  Class :character   Class :character   1st Qu.:    0.0   1st Qu.:     58  
##  Mode  :character   Mode  :character   Median :  118.0   Median :   6263  
##                                        Mean   : 1921.7   Mean   : 141820  
##                                        3rd Qu.:  815.8   3rd Qu.:  63867  
##                                        Max.   :54271.0   Max.   :7206769  
##    New_deaths     Cumulative_deaths   Population        New_cases_pc      
##  Min.   : -5.00   Min.   :     0    Min.   :  0.3527   Min.   :0.000e+00  
##  1st Qu.:  0.00   1st Qu.:     0    1st Qu.:  5.4468   1st Qu.:0.000e+00  
##  Median :  1.00   Median :   126    Median : 10.7259   Median :1.068e-05  
##  Mean   : 61.91   Mean   :  6658    Mean   : 38.2401   Mean   :5.042e-05  
##  3rd Qu.: 15.00   3rd Qu.:  1867    3rd Qu.: 51.6353   3rd Qu.:7.408e-05  
##  Max.   :947.00   Max.   :206558    Max.   :327.1674   Max.   :8.712e-04  
##  Cumulative_cases_pc New_deaths_pc        Cumulative_deaths_pc
##  Min.   :0.000e+00   Min.   :-1.029e-06   Min.   :0.000e+00   
##  1st Qu.:8.246e-06   1st Qu.: 0.000e+00   1st Qu.:0.000e+00   
##  Median :7.907e-04   Median : 1.076e-07   Median :1.881e-05   
##  Mean   :2.809e-03   Mean   : 1.250e-06   Mean   :1.202e-04   
##  3rd Qu.:3.177e-03   3rd Qu.: 9.174e-07   3rd Qu.:1.096e-04   
##  Max.   :2.876e-02   Max.   : 1.920e-05   Max.   :8.802e-04   
##      GDP           
##  Length:140        
##  Class :character  
##  Mode  :character  
##                    
##                    
## 
inner_data$Date_reported = as.Date(inner_data$Date_reported, "%m/%d/%Y")
inner_data$Date_reported = format(inner_data$Date_reported, "%Y-%m-%d")
inner_data$GDP = as.numeric(gsub(",", ".", gsub("\\.", "", inner_data$GDP)))
## Warning: NAs introduced by coercion
inner_data[is.na(inner_data)] = 0
inner_data
##       X Quarter                  Country LOCATION INDICATOR SUBJECT MEASURE
## 1     1 Q1.2020                Australia      AUS       HUR     TOT   PC_LF
## 2     2 Q1.2020                  Austria      AUT       HUR     TOT   PC_LF
## 3     3 Q1.2020                  Belgium      BEL       HUR     TOT   PC_LF
## 4     4 Q1.2020                   Canada      CAN       HUR     TOT   PC_LF
## 5     5 Q1.2020                    Chile      CHL       HUR     TOT   PC_LF
## 6     6 Q1.2020                 Colombia      COL       HUR     TOT   PC_LF
## 7     7 Q1.2020                  Czechia      CZE       HUR     TOT   PC_LF
## 8     8 Q1.2020                  Denmark      DNK       HUR     TOT   PC_LF
## 9     9 Q1.2020                  Estonia      EST       HUR     TOT   PC_LF
## 10   10 Q1.2020                  Finland      FIN       HUR     TOT   PC_LF
## 11   11 Q1.2020                   France      FRA       HUR     TOT   PC_LF
## 12   12 Q1.2020                  Germany      DEU       HUR     TOT   PC_LF
## 13   13 Q1.2020                   Greece      GRC       HUR     TOT   PC_LF
## 14   14 Q1.2020                  Hungary      HUN       HUR     TOT   PC_LF
## 15   15 Q1.2020                  Iceland      ISL       HUR     TOT   PC_LF
## 16   16 Q1.2020                  Ireland      IRL       HUR     TOT   PC_LF
## 17   17 Q1.2020                   Israel      ISR       HUR     TOT   PC_LF
## 18   18 Q1.2020                    Italy      ITA       HUR     TOT   PC_LF
## 19   19 Q1.2020                    Japan      JPN       HUR     TOT   PC_LF
## 20   20 Q1.2020                   Latvia      LVA       HUR     TOT   PC_LF
## 21   21 Q1.2020            Liechtenstein      LTU       HUR     TOT   PC_LF
## 22   22 Q1.2020               Luxembourg      LUX       HUR     TOT   PC_LF
## 23   23 Q1.2020                   Mexico      MEX       HUR     TOT   PC_LF
## 24   24 Q1.2020              Netherlands      NLD       HUR     TOT   PC_LF
## 25   25 Q1.2020                   Norway      NOR       HUR     TOT   PC_LF
## 26   26 Q1.2020                   Poland      POL       HUR     TOT   PC_LF
## 27   27 Q1.2020                 Portugal      PRT       HUR     TOT   PC_LF
## 28   28 Q1.2020        Republic of Korea      KOR       HUR     TOT   PC_LF
## 29   29 Q1.2020                 Slovakia      SVK       HUR     TOT   PC_LF
## 30   30 Q1.2020                 Slovenia      SVN       HUR     TOT   PC_LF
## 31   31 Q1.2020                    Spain      ESP       HUR     TOT   PC_LF
## 32   32 Q1.2020                   Sweden      SWE       HUR     TOT   PC_LF
## 33   33 Q1.2020       The United Kingdom      GBR       HUR     TOT   PC_LF
## 34   34 Q1.2020                   Turkey      TUR       HUR     TOT   PC_LF
## 35   35 Q1.2020 United States of America      USA       HUR     TOT   PC_LF
## 36   36 Q2.2020                Australia      AUS       HUR     TOT   PC_LF
## 37   37 Q2.2020                  Austria      AUT       HUR     TOT   PC_LF
## 38   38 Q2.2020                  Belgium      BEL       HUR     TOT   PC_LF
## 39   39 Q2.2020                   Canada      CAN       HUR     TOT   PC_LF
## 40   40 Q2.2020                    Chile      CHL       HUR     TOT   PC_LF
## 41   41 Q2.2020                 Colombia      COL       HUR     TOT   PC_LF
## 42   42 Q2.2020                  Czechia      CZE       HUR     TOT   PC_LF
## 43   43 Q2.2020                  Denmark      DNK       HUR     TOT   PC_LF
## 44   44 Q2.2020                  Estonia      EST       HUR     TOT   PC_LF
## 45   45 Q2.2020                  Finland      FIN       HUR     TOT   PC_LF
## 46   46 Q2.2020                   France      FRA       HUR     TOT   PC_LF
## 47   47 Q2.2020                  Germany      DEU       HUR     TOT   PC_LF
## 48   48 Q2.2020                   Greece      GRC       HUR     TOT   PC_LF
## 49   49 Q2.2020                  Hungary      HUN       HUR     TOT   PC_LF
## 50   50 Q2.2020                  Iceland      ISL       HUR     TOT   PC_LF
## 51   51 Q2.2020                  Ireland      IRL       HUR     TOT   PC_LF
## 52   52 Q2.2020                   Israel      ISR       HUR     TOT   PC_LF
## 53   53 Q2.2020                    Italy      ITA       HUR     TOT   PC_LF
## 54   54 Q2.2020                    Japan      JPN       HUR     TOT   PC_LF
## 55   55 Q2.2020                   Latvia      LVA       HUR     TOT   PC_LF
## 56   56 Q2.2020            Liechtenstein      LTU       HUR     TOT   PC_LF
## 57   57 Q2.2020               Luxembourg      LUX       HUR     TOT   PC_LF
## 58   58 Q2.2020                   Mexico      MEX       HUR     TOT   PC_LF
## 59   59 Q2.2020              Netherlands      NLD       HUR     TOT   PC_LF
## 60   60 Q2.2020                   Norway      NOR       HUR     TOT   PC_LF
## 61   61 Q2.2020                   Poland      POL       HUR     TOT   PC_LF
## 62   62 Q2.2020                 Portugal      PRT       HUR     TOT   PC_LF
## 63   63 Q2.2020        Republic of Korea      KOR       HUR     TOT   PC_LF
## 64   64 Q2.2020                 Slovakia      SVK       HUR     TOT   PC_LF
## 65   65 Q2.2020                 Slovenia      SVN       HUR     TOT   PC_LF
## 66   66 Q2.2020                    Spain      ESP       HUR     TOT   PC_LF
## 67   67 Q2.2020                   Sweden      SWE       HUR     TOT   PC_LF
## 68   68 Q2.2020       The United Kingdom      GBR       HUR     TOT   PC_LF
## 69   69 Q2.2020                   Turkey      TUR       HUR     TOT   PC_LF
## 70   70 Q2.2020 United States of America      USA       HUR     TOT   PC_LF
## 71   71 Q3.2020                Australia      AUS       HUR     TOT   PC_LF
## 72   72 Q3.2020                  Austria      AUT       HUR     TOT   PC_LF
## 73   73 Q3.2020                  Belgium      BEL       HUR     TOT   PC_LF
## 74   74 Q3.2020                   Canada      CAN       HUR     TOT   PC_LF
## 75   75 Q3.2020                    Chile      CHL       HUR     TOT   PC_LF
## 76   76 Q3.2020                 Colombia      COL       HUR     TOT   PC_LF
## 77   77 Q3.2020                  Czechia      CZE       HUR     TOT   PC_LF
## 78   78 Q3.2020                  Denmark      DNK       HUR     TOT   PC_LF
## 79   79 Q3.2020                  Estonia      EST       HUR     TOT   PC_LF
## 80   80 Q3.2020                  Finland      FIN       HUR     TOT   PC_LF
## 81   81 Q3.2020                   France      FRA       HUR     TOT   PC_LF
## 82   82 Q3.2020                  Germany      DEU       HUR     TOT   PC_LF
## 83   83 Q3.2020                   Greece      GRC       HUR     TOT   PC_LF
## 84   84 Q3.2020                  Hungary      HUN       HUR     TOT   PC_LF
## 85   85 Q3.2020                  Iceland      ISL       HUR     TOT   PC_LF
## 86   86 Q3.2020                  Ireland      IRL       HUR     TOT   PC_LF
## 87   87 Q3.2020                   Israel      ISR       HUR     TOT   PC_LF
## 88   88 Q3.2020                    Italy      ITA       HUR     TOT   PC_LF
## 89   89 Q3.2020                    Japan      JPN       HUR     TOT   PC_LF
## 90   90 Q3.2020                   Latvia      LVA       HUR     TOT   PC_LF
## 91   91 Q3.2020            Liechtenstein      LTU       HUR     TOT   PC_LF
## 92   92 Q3.2020               Luxembourg      LUX       HUR     TOT   PC_LF
## 93   93 Q3.2020                   Mexico      MEX       HUR     TOT   PC_LF
## 94   94 Q3.2020              Netherlands      NLD       HUR     TOT   PC_LF
## 95   95 Q3.2020                   Norway      NOR       HUR     TOT   PC_LF
## 96   96 Q3.2020                   Poland      POL       HUR     TOT   PC_LF
## 97   97 Q3.2020                 Portugal      PRT       HUR     TOT   PC_LF
## 98   98 Q3.2020        Republic of Korea      KOR       HUR     TOT   PC_LF
## 99   99 Q3.2020                 Slovakia      SVK       HUR     TOT   PC_LF
## 100 100 Q3.2020                 Slovenia      SVN       HUR     TOT   PC_LF
## 101 101 Q3.2020                    Spain      ESP       HUR     TOT   PC_LF
## 102 102 Q3.2020                   Sweden      SWE       HUR     TOT   PC_LF
## 103 103 Q3.2020       The United Kingdom      GBR       HUR     TOT   PC_LF
## 104 104 Q3.2020                   Turkey      TUR       HUR     TOT   PC_LF
## 105 105 Q3.2020 United States of America      USA       HUR     TOT   PC_LF
## 106 106 Q4.2019                Australia      AUS       HUR     TOT   PC_LF
## 107 107 Q4.2019                  Austria      AUT       HUR     TOT   PC_LF
## 108 108 Q4.2019                  Belgium      BEL       HUR     TOT   PC_LF
## 109 109 Q4.2019                   Canada      CAN       HUR     TOT   PC_LF
## 110 110 Q4.2019                    Chile      CHL       HUR     TOT   PC_LF
## 111 111 Q4.2019                 Colombia      COL       HUR     TOT   PC_LF
## 112 112 Q4.2019                  Czechia      CZE       HUR     TOT   PC_LF
## 113 113 Q4.2019                  Denmark      DNK       HUR     TOT   PC_LF
## 114 114 Q4.2019                  Estonia      EST       HUR     TOT   PC_LF
## 115 115 Q4.2019                  Finland      FIN       HUR     TOT   PC_LF
## 116 116 Q4.2019                   France      FRA       HUR     TOT   PC_LF
## 117 117 Q4.2019                  Germany      DEU       HUR     TOT   PC_LF
## 118 118 Q4.2019                   Greece      GRC       HUR     TOT   PC_LF
## 119 119 Q4.2019                  Hungary      HUN       HUR     TOT   PC_LF
## 120 120 Q4.2019                  Iceland      ISL       HUR     TOT   PC_LF
## 121 121 Q4.2019                  Ireland      IRL       HUR     TOT   PC_LF
## 122 122 Q4.2019                   Israel      ISR       HUR     TOT   PC_LF
## 123 123 Q4.2019                    Italy      ITA       HUR     TOT   PC_LF
## 124 124 Q4.2019                    Japan      JPN       HUR     TOT   PC_LF
## 125 125 Q4.2019                   Latvia      LVA       HUR     TOT   PC_LF
## 126 126 Q4.2019            Liechtenstein      LTU       HUR     TOT   PC_LF
## 127 127 Q4.2019               Luxembourg      LUX       HUR     TOT   PC_LF
## 128 128 Q4.2019                   Mexico      MEX       HUR     TOT   PC_LF
## 129 129 Q4.2019              Netherlands      NLD       HUR     TOT   PC_LF
## 130 130 Q4.2019                   Norway      NOR       HUR     TOT   PC_LF
## 131 131 Q4.2019                   Poland      POL       HUR     TOT   PC_LF
## 132 132 Q4.2019                 Portugal      PRT       HUR     TOT   PC_LF
## 133 133 Q4.2019        Republic of Korea      KOR       HUR     TOT   PC_LF
## 134 134 Q4.2019                 Slovakia      SVK       HUR     TOT   PC_LF
## 135 135 Q4.2019                 Slovenia      SVN       HUR     TOT   PC_LF
## 136 136 Q4.2019                    Spain      ESP       HUR     TOT   PC_LF
## 137 137 Q4.2019                   Sweden      SWE       HUR     TOT   PC_LF
## 138 138 Q4.2019       The United Kingdom      GBR       HUR     TOT   PC_LF
## 139 139 Q4.2019                   Turkey      TUR       HUR     TOT   PC_LF
## 140 140 Q4.2019 United States of America      USA       HUR     TOT   PC_LF
##     FREQUENCY    TIME     Value Flag.Codes Date_reported Country_code
## 1           M 2020-04  6.353878          0    2020-04-03           AU
## 2           M 2020-04  4.900000          0    2020-04-03           AT
## 3           M 2020-04  4.900000          0    2020-04-03           BE
## 4           M 2020-04 13.100000          0    2020-04-03           CA
## 5           M 2020-04 10.885740          0    2020-04-03           CL
## 6           M 2020-04 20.132490          0    2020-04-03           CO
## 7           M 2020-04  2.200000          0    2020-04-03           CZ
## 8           M 2020-04  4.900000          0    2020-04-03           DK
## 9           M 2020-04  6.000000          0    2020-04-03           EE
## 10          M 2020-04  7.300000          0    2020-04-03           FI
## 11          M 2020-04  7.300000          0    2020-04-03           FR
## 12          M 2020-04  4.000000          0    2020-04-03           DE
## 13          M 2020-04 16.200000          0    2020-04-03           GR
## 14          M 2020-04  4.100000          0    2020-04-03           HU
## 15          M 2020-04  4.800000          0    2020-04-03           IS
## 16          M 2020-04  4.700000          0    2020-04-03           IE
## 17          M 2020-04  3.670104          0    2020-04-03           IL
## 18          M 2020-04  7.400000          0    2020-04-03           IT
## 19          M 2020-04  2.600000          0    2020-04-03           JP
## 20          M 2020-04  8.200000          0    2020-04-03           LV
## 21          M 2020-04  7.800000          0    2020-04-03           LI
## 22          M 2020-04  7.400000          0    2020-04-03           LU
## 23          M 2020-04  4.801267          0    2020-04-03           MX
## 24          M 2020-04  3.400000          0    2020-04-03           NL
## 25          M 2020-04  4.100000          0    2020-04-03           NO
## 26          M 2020-04  3.100000          0    2020-04-03           PL
## 27          M 2020-04  6.300000          0    2020-04-03           PT
## 28          M 2020-04  3.800000          0    2020-04-03           KR
## 29          M 2020-04  6.600000          0    2020-04-03           SK
## 30          M 2020-04  5.300000          0    2020-04-03           SI
## 31          M 2020-04 15.200000          0    2020-04-03           ES
## 32          M 2020-04  7.900000          0    2020-04-03           SE
## 33          M 2020-04  4.054801          0    2020-04-03           GB
## 34          M 2020-04 13.600000          0    2020-04-03           TR
## 35          M 2020-04 14.800000          0    2020-04-03           US
## 36          M 2020-07  7.480891          0    2020-07-03           AU
## 37          M 2020-07  5.800000          0    2020-07-03           AT
## 38          M 2020-07  5.900000          0    2020-07-03           BE
## 39          M 2020-07 10.900000          0    2020-07-03           CA
## 40          M 2020-07 12.263920          0    2020-07-03           CL
## 41          M 2020-07 19.438160          0    2020-07-03           CO
## 42          M 2020-07  2.700000          0    2020-07-03           CZ
## 43          M 2020-07  6.300000          0    2020-07-03           DK
## 44          M 2020-07  7.800000          0    2020-07-03           EE
## 45          M 2020-07  8.600000          0    2020-07-03           FI
## 46          M 2020-07  9.400000          0    2020-07-03           FR
## 47          M 2020-07  4.400000          0    2020-07-03           DE
## 48          M 2020-07 16.700000          0    2020-07-03           GR
## 49          M 2020-07  4.600000          0    2020-07-03           HU
## 50          M 2020-07  5.300000          0    2020-07-03           IS
## 51          M 2020-07  6.200000          0    2020-07-03           IE
## 52          M 2020-07  4.661653          0    2020-07-03           IL
## 53          M 2020-07  9.700000          0    2020-07-03           IT
## 54          M 2020-07  2.900000          0    2020-07-03           JP
## 55          M 2020-07  8.800000          0    2020-07-03           LV
## 56          M 2020-07  9.600000          0    2020-07-03           LI
## 57          M 2020-07  7.200000          0    2020-07-03           LU
## 58          M 2020-07  5.120639          0    2020-07-03           MX
## 59          M 2020-07  4.500000          0    2020-07-03           NL
## 60          M 2020-07  5.200000          0    2020-07-03           NO
## 61          M 2020-07  3.400000          0    2020-07-03           PL
## 62          M 2020-07  7.900000          0    2020-07-03           PT
## 63          M 2020-07  4.100000          0    2020-07-03           KR
## 64          M 2020-07  7.100000          0    2020-07-03           SK
## 65          M 2020-07  5.200000          0    2020-07-03           SI
## 66          M 2020-07 16.400000          0    2020-07-03           ES
## 67          M 2020-07  9.100000          0    2020-07-03           SE
## 68          M 2020-07  4.462407          0    2020-07-03           GB
## 69          M 2020-07 13.800000          0    2020-07-03           TR
## 70          M 2020-07 10.200000          0    2020-07-03           US
## 71          M 2020-10  6.987514          0    2020-10-03           AU
## 72          M 2020-10  5.400000          0    2020-10-03           AT
## 73          M 2020-10  6.300000          0    2020-10-03           BE
## 74          M 2020-10  9.000000          0    2020-10-03           CA
## 75          M 2020-10 11.175280          0    2020-10-03           CL
## 76          M 2020-10 16.053990          0    2020-10-03           CO
## 77          M 2020-10  2.800000          0    2020-10-03           CZ
## 78          M 2020-10  5.900000          0    2020-10-03           DK
## 79          M 2020-10  8.100000          0    2020-10-03           EE
## 80          M 2020-10  8.200000          0    2020-10-03           FI
## 81          M 2020-10  8.600000          0    2020-10-03           FR
## 82          M 2020-10  4.500000          0    2020-10-03           DE
## 83          M 2020-10 16.700000          0    2020-10-03           GR
## 84          M 2020-10  4.500000          0    2020-10-03           HU
## 85          M 2020-10  5.900000          0    2020-10-03           IS
## 86          M 2020-10  7.100000          0    2020-10-03           IE
## 87          M 2020-10  4.688548          0    2020-10-03           IL
## 88          M 2020-10  9.500000          0    2020-10-03           IT
## 89          M 2020-10  3.100000          0    2020-10-03           JP
## 90          M 2020-10  8.100000          0    2020-10-03           LV
## 91          M 2020-10 10.400000          0    2020-10-03           LI
## 92          M 2020-10  6.500000          0    2020-10-03           LU
## 93          M 2020-10  4.602410          0    2020-10-03           MX
## 94          M 2020-10  4.300000          0    2020-10-03           NL
## 95          M 2020-10  5.200000          0    2020-10-03           NO
## 96          M 2020-10  3.400000          0    2020-10-03           PL
## 97          M 2020-10  7.500000          0    2020-10-03           PT
## 98          M 2020-10  4.200000          0    2020-10-03           KR
## 99          M 2020-10  7.100000          0    2020-10-03           SK
## 100         M 2020-10  4.900000          0    2020-10-03           SI
## 101         M 2020-10 16.300000          0    2020-10-03           ES
## 102         M 2020-10  8.600000          0    2020-10-03           SE
## 103         M 2020-10  5.038247          0    2020-10-03           GB
## 104         M 2020-10 12.900000          0    2020-10-03           TR
## 105         M 2020-10  6.900000          0    2020-10-03           US
## 106         M 2020-01  5.264596          0    2020-01-03           AU
## 107         M 2020-01  4.400000          0    2020-01-03           AT
## 108         M 2020-01  5.100000          0    2020-01-03           BE
## 109         M 2020-01  5.600000          0    2020-01-03           CA
## 110         M 2020-01  8.117333          0    2020-01-03           CL
## 111         M 2020-01 10.596480          0    2020-01-03           CO
## 112         M 2020-01  2.000000          0    2020-01-03           CZ
## 113         M 2020-01  5.000000          0    2020-01-03           DK
## 114         M 2020-01  4.700000          0    2020-01-03           EE
## 115         M 2020-01  6.900000          0    2020-01-03           FI
## 116         M 2020-01  7.700000          0    2020-01-03           FR
## 117         M 2020-01  3.400000          0    2020-01-03           DE
## 118         M 2020-01 16.400000          0    2020-01-03           GR
## 119         M 2020-01  3.400000          0    2020-01-03           HU
## 120         M 2020-01  4.100000          0    2020-01-03           IS
## 121         M 2020-01  4.900000          0    2020-01-03           IE
## 122         M 2020-01  3.644195          0    2020-01-03           IL
## 123         M 2020-01  9.600000          0    2020-01-03           IT
## 124         M 2020-01  2.400000          0    2020-01-03           JP
## 125         M 2020-01  7.000000          0    2020-01-03           LV
## 126         M 2020-01  6.100000          0    2020-01-03           LI
## 127         M 2020-01  5.700000          0    2020-01-03           LU
## 128         M 2020-01  3.656332          0    2020-01-03           MX
## 129         M 2020-01  3.000000          0    2020-01-03           NL
## 130         M 2020-01  3.700000          0    2020-01-03           NO
## 131         M 2020-01  3.000000          0    2020-01-03           PL
## 132         M 2020-01  6.800000          0    2020-01-03           PT
## 133         M 2020-01  3.900000          0    2020-01-03           KR
## 134         M 2020-01  6.000000          0    2020-01-03           SK
## 135         M 2020-01  4.100000          0    2020-01-03           SI
## 136         M 2020-01 13.800000          0    2020-01-03           ES
## 137         M 2020-01  7.200000          0    2020-01-03           SE
## 138         M 2020-01  3.961213          0    2020-01-03           GB
## 139         M 2020-01 12.600000          0    2020-01-03           TR
## 140         M 2020-01  3.500000          0    2020-01-03           US
##     WHO_region New_cases Cumulative_cases New_deaths Cumulative_deaths
## 1         WPRO       374             5350          5                26
## 2         EURO       418            11129         12               158
## 3         EURO      1478            20065        219              1828
## 4         AMRO      1109            10114         22               127
## 5         AMRO       373             3404          2                18
## 6         AMRO       159             1065          1                17
## 7         EURO       269             3858          5                44
## 8         EURO       279             3386         19               123
## 9         EURO        79              858          6                11
## 10        EURO        72             1518          2                19
## 11        EURO      2066            58327        471              4490
## 12        EURO      6174            79696        145              1017
## 13        EURO       139             1514          3                53
## 14        EURO        38              623          5                26
## 15        EURO        99             1319          2                 4
## 16        EURO       402             3849         13                98
## 17        EURO       696             6421          8                29
## 18        EURO      4668           115242        760             13917
## 19        WPRO       233             2617          8                65
## 20        EURO        12              458          0                 0
## 21        EURO         1               77          0                 0
## 22        EURO       168             2487          1                30
## 23        AMRO       163             1378          8                37
## 24        EURO      1083            14543        155              1292
## 25        EURO       270             4935         10                42
## 26        EURO       392             2946         14                57
## 27        EURO       783             9034         22               209
## 28        WPRO        86            10062          5               174
## 29        EURO        37              400          0                 0
## 30        EURO        55              897          1                20
## 31        EURO      7058           131421        895             11285
## 32        EURO       486             5320         53               385
## 33        EURO      4913            43385        657              3782
## 34        EURO      2456            18135         79               356
## 35        AMRO     26298           213600        947              4793
## 36        WPRO        81             8001          0               104
## 37        EURO       138            17952          0               705
## 38        EURO        93            62306          5              9631
## 39        AMRO         0           104204          0              8591
## 40        AMRO      2498           284541        167              5920
## 41        AMRO      4163           102009        136              3470
## 42        EURO       132            12178          2               351
## 43        EURO        21            12815          0               606
## 44        EURO         1             1990          0                63
## 45        EURO         5             7241          0               328
## 46        EURO       480           158286         14             29791
## 47        EURO       446           195674          9              9003
## 48        EURO        26             3458          0               192
## 49        EURO         9             4166          1               587
## 50        EURO         5             1830          0                10
## 51        EURO        12            25489          0              1738
## 52        EURO       972            26421          3               330
## 53        EURO       201           240961         30             34818
## 54        WPRO       194            19068          1               976
## 55        EURO         1             1122          0                30
## 56        EURO         0               84          0                 1
## 57        EURO        50             4395          0               110
## 58        AMRO      5681           231770        741             28510
## 59        EURO        75            50196          3              6092
## 60        EURO         8             8895          0               251
## 61        EURO       371            35146         15              1492
## 62        EURO       328            42782          8              1587
## 63        WPRO        61            12965          0               282
## 64        EURO        20             1687          0                28
## 65        EURO        21             1633          0               114
## 66        EURO       521           260017         10             29765
## 67        EURO       685            68551         15              5529
## 68        EURO       651           285543         41             40532
## 69        EURO      1186           202284         17              5167
## 70        AMRO     54271          2671220        725            127858
## 71        WPRO        17            27113          2               890
## 72        EURO       872            47189          1               803
## 73        EURO      3721           132825         11             10037
## 74        AMRO      1777           160535         22              9319
## 75        AMRO      1840           466590         45             12867
## 76        AMRO      5660           835339        198             26196
## 77        EURO      3796            78051         21               699
## 78        EURO       536            28932          1               652
## 79        EURO        57             3507          1                66
## 80        EURO       101            10204          1               345
## 81        EURO     11543           563796        118             31926
## 82        EURO      2563           296958         19              9527
## 83        EURO       460            19346          5               398
## 84        EURO      1086            29717         14               812
## 85        EURO        40             2809          0                10
## 86        EURO       466            37063         -5              1801
## 87        EURO      7730           255149         46              1651
## 88        EURO      2499           319908         23             35941
## 89        WPRO       553            84768         12              1590
## 90        EURO        77             1945          1                38
## 91        EURO         3              125          0                 1
## 92        EURO       114             8709          0               125
## 93        AMRO      5099           748315        432             78078
## 94        EURO      3804           127659          9              6427
## 95        EURO       122            14149          1               275
## 96        EURO      2292            95773         27              2570
## 97        EURO       888            77284          6              1983
## 98        WPRO        75            24027          4               420
## 99        EURO       797            10938          0                48
## 100       EURO       239             6105          2               159
## 101       EURO     11354           842863        131             34269
## 102       EURO       633            94473          1              5884
## 103       EURO      6968           467150         66             42268
## 104       EURO      8172           772422         63              8325
## 105       AMRO     46293          7206769        892            206558
## 106       WPRO         0                0          0                 0
## 107       EURO         0                0          0                 0
## 108       EURO         0                0          0                 0
## 109       AMRO         0                0          0                 0
## 110       AMRO         0                0          0                 0
## 111       AMRO         0                0          0                 0
## 112       EURO         0                0          0                 0
## 113       EURO         0                0          0                 0
## 114       EURO         0                0          0                 0
## 115       EURO         0                0          0                 0
## 116       EURO         0                0          0                 0
## 117       EURO         0                0          0                 0
## 118       EURO         0                0          0                 0
## 119       EURO         0                0          0                 0
## 120       EURO         0                0          0                 0
## 121       EURO         0                0          0                 0
## 122       EURO         0                0          0                 0
## 123       EURO         0                0          0                 0
## 124       WPRO         0                0          0                 0
## 125       EURO         0                0          0                 0
## 126       EURO         0                0          0                 0
## 127       EURO         0                0          0                 0
## 128       AMRO         0                0          0                 0
## 129       EURO         0                0          0                 0
## 130       EURO         0                0          0                 0
## 131       EURO         0                0          0                 0
## 132       EURO         0                0          0                 0
## 133       WPRO         0                0          0                 0
## 134       EURO         0                0          0                 0
## 135       EURO         0                0          0                 0
## 136       EURO         0                0          0                 0
## 137       EURO         0                0          0                 0
## 138       EURO         0                0          0                 0
## 139       EURO         0                0          0                 0
## 140       AMRO         0                0          0                 0
##     Population New_cases_pc Cumulative_cases_pc New_deaths_pc
## 1    24.992860  1.49643e-05        0.0002140610   2.00057e-07
## 2     8.837707  4.72973e-05        0.0012592630   1.35782e-06
## 3    11.403740  1.29607e-04        0.0017595100   1.92042e-05
## 4    37.058856  2.99254e-05        0.0002729170   5.93650e-07
## 5    18.751405  1.98918e-05        0.0001815330   1.06659e-07
## 6    49.834240  3.19058e-06        0.0000213708   2.00665e-08
## 7    10.626430  2.53142e-05        0.0003630570   4.70525e-07
## 8     5.789957  4.81869e-05        0.0005848060   3.28154e-06
## 9     1.321977  5.97590e-05        0.0006490280   4.53866e-06
## 10    5.515525  1.30541e-05        0.0002752230   3.62613e-07
## 11   66.941698  3.08627e-05        0.0008713100   7.03597e-06
## 12   82.914191  7.44625e-05        0.0009611860   1.74880e-06
## 13   10.725886  1.29593e-05        0.0001411540   2.79697e-07
## 14    9.767600  3.89041e-06        0.0000637823   5.11896e-07
## 15    0.352722  2.80674e-04        0.0037394890   5.67019e-06
## 16    4.857015  8.27669e-05        0.0007924620   2.67654e-06
## 17    8.872943  7.84407e-05        0.0007236610   9.01617e-07
## 18   60.421797  7.72569e-05        0.0019072920   1.25782e-05
## 19  126.443180  1.84272e-06        0.0000206970   6.32695e-08
## 20    1.927170  6.22675e-06        0.0002376540   0.00000e+00
## 21    2.801541  3.56946e-07        0.0000274849   0.00000e+00
## 22    0.607950  2.76339e-04        0.0040907970   1.64487e-06
## 23  125.327797  1.30059e-06        0.0000109952   6.38326e-08
## 24   17.231622  6.28496e-05        0.0008439720   8.99509e-06
## 25    5.311916  5.08291e-05        0.0009290430   1.88256e-06
## 26   38.413139  1.02048e-05        0.0000766925   3.64459e-07
## 27   10.283822  7.61390e-05        0.0008784670   2.13928e-06
## 28   51.635256  1.66553e-06        0.0001948670   9.68331e-08
## 29    5.446771  6.79302e-06        0.0000734380   0.00000e+00
## 30    2.070050  2.65694e-05        0.0004333230   4.83080e-07
## 31   46.733038  1.51028e-04        0.0028121650   1.91513e-05
## 32   10.175214  4.77631e-05        0.0005228390   5.20874e-06
## 33   66.435550  7.39514e-05        0.0006530390   9.88928e-06
## 34   81.407211  3.01693e-05        0.0002227690   9.70430e-07
## 35  327.167434  8.03809e-05        0.0006528770   2.89454e-06
## 36   24.992860  3.24093e-06        0.0003201310   0.00000e+00
## 37    8.837707  1.56149e-05        0.0020312960   0.00000e+00
## 38   11.403740  8.15522e-06        0.0054636460   4.38453e-07
## 39   37.058856  0.00000e+00        0.0028118520   0.00000e+00
## 40   18.751405  1.33217e-04        0.0151743830   8.90600e-06
## 41   49.834240  8.35369e-05        0.0020469660   2.72905e-06
## 42   10.626430  1.24219e-05        0.0011460100   1.88210e-07
## 43    5.789957  3.62697e-06        0.0022133150   0.00000e+00
## 44    1.321977  7.56443e-07        0.0015053210   0.00000e+00
## 45    5.515525  9.06532e-07        0.0013128400   0.00000e+00
## 46   66.941698  7.17042e-06        0.0023645350   2.09137e-07
## 47   82.914191  5.37906e-06        0.0023599580   1.08546e-07
## 48   10.725886  2.42404e-06        0.0003223980   0.00000e+00
## 49    9.767600  9.21414e-07        0.0004265120   1.02379e-07
## 50    0.352722  1.41755e-05        0.0051882220   0.00000e+00
## 51    4.857015  2.47065e-06        0.0052478730   0.00000e+00
## 52    8.872943  1.09547e-04        0.0029777040   3.38107e-07
## 53   60.421797  3.32661e-06        0.0039879810   4.96510e-07
## 54  126.443180  1.53429e-06        0.0001508030   7.90869e-09
## 55    1.927170  5.18896e-07        0.0005822010   0.00000e+00
## 56    2.801541  0.00000e+00        0.0000299835   0.00000e+00
## 57    0.607950  8.22436e-05        0.0072292130   0.00000e+00
## 58  125.327797  4.53291e-05        0.0018493100   5.91250e-06
## 59   17.231622  4.35246e-06        0.0029130170   1.74099e-07
## 60    5.311916  1.50605e-06        0.0016745370   0.00000e+00
## 61   38.413139  9.65815e-06        0.0009149470   3.90491e-07
## 62   10.283822  3.18948e-05        0.0041601260   7.77921e-07
## 63   51.635256  1.18136e-06        0.0002510880   0.00000e+00
## 64    5.446771  3.67190e-06        0.0003097250   0.00000e+00
## 65    2.070050  1.01447e-05        0.0007888700   0.00000e+00
## 66   46.733038  1.11484e-05        0.0055638800   2.13981e-07
## 67   10.175214  6.73205e-05        0.0067370570   1.47417e-06
## 68   66.435550  9.79897e-06        0.0042980450   6.17139e-07
## 69   81.407211  1.45687e-05        0.0024848410   2.08827e-07
## 70  327.167434  1.65881e-04        0.0081646880   2.21599e-06
## 71   24.992860  6.80194e-07        0.0010848300   8.00229e-08
## 72    8.837707  9.86681e-05        0.0053395070   1.13152e-07
## 73   11.403740  3.26296e-04        0.0116474950   9.64596e-07
## 74   37.058856  4.79508e-05        0.0043318930   5.93650e-07
## 75   18.751405  9.81260e-05        0.0248829350   2.39982e-06
## 76   49.834240  1.13577e-04        0.0167623510   3.97317e-06
## 77   10.626430  3.57223e-04        0.0073449880   1.97620e-06
## 78    5.789957  9.25741e-05        0.0049969280   1.72713e-07
## 79    1.321977  4.31172e-05        0.0026528450   7.56443e-07
## 80    5.515525  1.83119e-05        0.0018500510   1.81306e-07
## 81   66.941698  1.72434e-04        0.0084221940   1.76273e-06
## 82   82.914191  3.09115e-05        0.0035815100   2.29153e-07
## 83   10.725886  4.28869e-05        0.0018036740   4.66162e-07
## 84    9.767600  1.11184e-04        0.0030424060   1.43331e-06
## 85    0.352722  1.13404e-04        0.0079637790   0.00000e+00
## 86    4.857015  9.59437e-05        0.0076308190  -1.02944e-06
## 87    8.872943  8.71188e-04        0.0287558480   5.18430e-06
## 88   60.421797  4.13592e-05        0.0052945790   3.80657e-07
## 89  126.443180  4.37351e-06        0.0006704040   9.49043e-08
## 90    1.927170  3.99550e-05        0.0010092520   5.18896e-07
## 91    2.801541  1.07084e-06        0.0000446183   0.00000e+00
## 92    0.607950  1.87515e-04        0.0143251910   0.00000e+00
## 93  125.327797  4.06853e-05        0.0059708620   3.44696e-06
## 94   17.231622  2.20757e-04        0.0074084150   5.22296e-07
## 95    5.311916  2.29672e-05        0.0026636340   1.88256e-07
## 96   38.413139  5.96671e-05        0.0024932350   7.02885e-07
## 97   10.283822  8.63492e-05        0.0075151050   5.83441e-07
## 98   51.635256  1.45250e-06        0.0004653220   7.74665e-08
## 99    5.446771  1.46325e-04        0.0020081620   0.00000e+00
## 100   2.070050  1.15456e-04        0.0029492040   9.66160e-07
## 101  46.733038  2.42954e-04        0.0180356990   2.80316e-06
## 102  10.175214  6.22100e-05        0.0092846200   9.82780e-08
## 103  66.435550  1.04884e-04        0.0070316270   9.93444e-07
## 104  81.407211  1.00384e-04        0.0094883730   7.73887e-07
## 105 327.167434  1.41496e-04        0.0220277700   2.72643e-06
## 106  24.992860  0.00000e+00        0.0000000000   0.00000e+00
## 107   8.837707  0.00000e+00        0.0000000000   0.00000e+00
## 108  11.403740  0.00000e+00        0.0000000000   0.00000e+00
## 109  37.058856  0.00000e+00        0.0000000000   0.00000e+00
## 110  18.751405  0.00000e+00        0.0000000000   0.00000e+00
## 111  49.834240  0.00000e+00        0.0000000000   0.00000e+00
## 112  10.626430  0.00000e+00        0.0000000000   0.00000e+00
## 113   5.789957  0.00000e+00        0.0000000000   0.00000e+00
## 114   1.321977  0.00000e+00        0.0000000000   0.00000e+00
## 115   5.515525  0.00000e+00        0.0000000000   0.00000e+00
## 116  66.941698  0.00000e+00        0.0000000000   0.00000e+00
## 117  82.914191  0.00000e+00        0.0000000000   0.00000e+00
## 118  10.725886  0.00000e+00        0.0000000000   0.00000e+00
## 119   9.767600  0.00000e+00        0.0000000000   0.00000e+00
## 120   0.352722  0.00000e+00        0.0000000000   0.00000e+00
## 121   4.857015  0.00000e+00        0.0000000000   0.00000e+00
## 122   8.872943  0.00000e+00        0.0000000000   0.00000e+00
## 123  60.421797  0.00000e+00        0.0000000000   0.00000e+00
## 124 126.443180  0.00000e+00        0.0000000000   0.00000e+00
## 125   1.927170  0.00000e+00        0.0000000000   0.00000e+00
## 126   2.801541  0.00000e+00        0.0000000000   0.00000e+00
## 127   0.607950  0.00000e+00        0.0000000000   0.00000e+00
## 128 125.327797  0.00000e+00        0.0000000000   0.00000e+00
## 129  17.231622  0.00000e+00        0.0000000000   0.00000e+00
## 130   5.311916  0.00000e+00        0.0000000000   0.00000e+00
## 131  38.413139  0.00000e+00        0.0000000000   0.00000e+00
## 132  10.283822  0.00000e+00        0.0000000000   0.00000e+00
## 133  51.635256  0.00000e+00        0.0000000000   0.00000e+00
## 134   5.446771  0.00000e+00        0.0000000000   0.00000e+00
## 135   2.070050  0.00000e+00        0.0000000000   0.00000e+00
## 136  46.733038  0.00000e+00        0.0000000000   0.00000e+00
## 137  10.175214  0.00000e+00        0.0000000000   0.00000e+00
## 138  66.435550  0.00000e+00        0.0000000000   0.00000e+00
## 139  81.407211  0.00000e+00        0.0000000000   0.00000e+00
## 140 327.167434  0.00000e+00        0.0000000000   0.00000e+00
##     Cumulative_deaths_pc     GDP
## 1            1.04030e-06   0.000
## 2            1.78779e-05 454.026
## 3            1.60298e-04 540.442
## 4            3.42698e-06   0.000
## 5            9.59928e-07 442.744
## 6            3.41131e-07 677.975
## 7            4.14062e-06 396.444
## 8            2.12437e-05 307.870
## 9            8.32087e-06  45.864
## 10           3.44482e-06 248.866
## 11           6.70733e-05   0.000
## 12           1.22657e-05   0.000
## 13           4.94132e-06 301.354
## 14           2.66186e-06 312.275
## 15           1.13404e-05  18.315
## 16           2.01770e-05 417.865
## 17           3.26836e-06 341.032
## 18           2.30331e-04   0.000
## 19           5.14065e-07   0.000
## 20           0.00000e+00  54.429
## 21           0.00000e+00   0.000
## 22           4.93462e-05  66.074
## 23           2.95226e-07   0.000
## 24           7.49784e-05 923.754
## 25           7.90675e-06 330.901
## 26           1.48387e-06   0.000
## 27           2.03232e-05 330.355
## 28           3.36979e-06   0.000
## 29           0.00000e+00 173.352
## 30           9.66160e-06  73.154
## 31           2.41478e-04   0.000
## 32           3.78370e-05 524.146
## 33           5.69274e-05   0.000
## 34           4.37308e-06   0.000
## 35           1.46500e-05   0.000
## 36           4.16119e-06   0.000
## 37           7.97718e-05 401.506
## 38           8.44547e-04 476.577
## 39           2.31820e-04   0.000
## 40           3.15710e-04 383.115
## 41           6.96308e-05 577.711
## 42           3.30308e-05 362.709
## 43           1.04664e-04 286.100
## 44           4.76559e-05  43.344
## 45           5.94685e-05 239.219
## 46           4.45029e-04   0.000
## 47           1.08582e-04   0.000
## 48           1.79006e-05 258.719
## 49           6.00966e-05 266.738
## 50           2.83509e-05  16.975
## 51           3.57833e-04 404.491
## 52           3.71917e-05 312.098
## 53           5.76249e-04   0.000
## 54           7.71888e-06   0.000
## 55           1.55669e-05  50.577
## 56           3.56946e-07   0.000
## 57           1.80936e-04  61.178
## 58           2.27483e-04   0.000
## 59           3.53536e-04 844.846
## 60           4.72523e-05 315.681
## 61           3.88409e-05   0.000
## 62           1.54320e-04 284.385
## 63           5.46138e-06   0.000
## 64           5.14066e-06 158.962
## 65           5.50711e-05  65.994
## 66           6.36916e-04   0.000
## 67           5.43379e-04 482.477
## 68           6.10095e-04   0.000
## 69           6.34710e-05   0.000
## 70           3.90803e-04   0.000
## 71           3.56102e-05   0.000
## 72           9.08607e-05 449.546
## 73           8.80150e-04 532.052
## 74           2.51465e-04   0.000
## 75           6.86189e-04 403.125
## 76           5.25663e-04 631.906
## 77           6.57794e-05 387.876
## 78           1.12609e-04 301.042
## 79           4.99252e-05  44.756
## 80           6.25507e-05 246.765
## 81           4.76922e-04   0.000
## 82           1.14902e-04   0.000
## 83           3.71065e-05 264.644
## 84           8.31320e-05 297.105
## 85           2.83509e-05  17.414
## 86           3.70804e-04 449.200
## 87           1.86071e-04 340.401
## 88           5.94835e-04   0.000
## 89           1.25748e-05   0.000
## 90           1.97180e-05  54.184
## 91           3.56946e-07   0.000
## 92           2.05609e-04  67.200
## 93           6.22990e-04   0.000
## 94           3.72977e-04 910.341
## 95           5.17704e-05 329.756
## 96           6.69042e-05   0.000
## 97           1.92827e-04 322.072
## 98           8.13398e-06   0.000
## 99           8.81256e-06 177.468
## 100          7.68097e-05  74.181
## 101          7.33293e-04   0.000
## 102          5.78268e-04 506.264
## 103          6.36226e-04   0.000
## 104          1.02264e-04   0.000
## 105          6.31353e-04   0.000
## 106          0.00000e+00   0.000
## 107          0.00000e+00 466.947
## 108          0.00000e+00 559.563
## 109          0.00000e+00   0.000
## 110          0.00000e+00 429.980
## 111          0.00000e+00 694.493
## 112          0.00000e+00 409.939
## 113          0.00000e+00 312.605
## 114          0.00000e+00  46.243
## 115          0.00000e+00 252.718
## 116          0.00000e+00   0.000
## 117          0.00000e+00   0.000
## 118          0.00000e+00 300.964
## 119          0.00000e+00 313.378
## 120          0.00000e+00  19.821
## 121          0.00000e+00 433.142
## 122          0.00000e+00 347.072
## 123          0.00000e+00   0.000
## 124          0.00000e+00   0.000
## 125          0.00000e+00  55.692
## 126          0.00000e+00   0.000
## 127          0.00000e+00  67.051
## 128          0.00000e+00   0.000
## 129          0.00000e+00 937.769
## 130          0.00000e+00 335.678
## 131          0.00000e+00   0.000
## 132          0.00000e+00 343.962
## 133          0.00000e+00   0.000
## 134          0.00000e+00 182.626
## 135          0.00000e+00  76.730
## 136          0.00000e+00   0.000
## 137          0.00000e+00 522.411
## 138          0.00000e+00   0.000
## 139          0.00000e+00   0.000
## 140          0.00000e+00   0.000
p <- ggplot(inner_data, aes(x=Date_reported, y=New_cases_pc,color=Country)) +
  geom_point() + 
  xlab("")
p

Ideas on how to improve this

inner_data %>% #filter(inner_data$Date_reported < '2020-10-02') %>%
  plot_ly(
    x= ~New_cases_pc,
    y= ~GDP,
    frame = ~Date_reported,
    text=~Country,
    hoverinfo="Country",
    color=~Country,
    type = 'scatter',
    mode = 'markers+text',
    showlegend = T
  )
## Warning: `arrange_()` is deprecated as of dplyr 0.7.0.
## Please use `arrange()` instead.
## See vignette('programming') for more help
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_warnings()` to see where this warning was generated.
## Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
## Returning the palette you asked for with that many colors